Open access
2026
BiReg: Bilateral Regularized Kernel Adaptation for Training-Free Few-Shot Adaptation of Vision–Language Models
Bilateral Regularized Kernel Adaptation (BiReg), a closed-form, training-free framework that formulates few-shot VLM adaptation as multi-output kernel ridge regression, is proposed that achieves superior accuracy and robustness while retaining the efficiency of a closed-form, training-free solution.
Omar Arif, Aizah Arif
· IEEE Access · 0 citations